--- id: "/prompting/" title: "Prompting" creator: null url: "https://skillissue.dev/prompting/" level: null category: null models: null source_date: null date_added: null --- # Prompting [Beginner](/prompting/beginner/index.md) [Intermediate](/prompting/intermediate/index.md) [Advanced](/prompting/advanced/index.md) [Expert](/prompting/expert/index.md) 18 resources - ### [Interactive prompt engineering tutorial](/e/anthropic-prompt-eng-interactive-tutorial/index.md) by [Anthropic](https://github.com/anthropics/prompt-eng-interactive-tutorial) Hands-on notebook course: you edit prompts and see results, no coding needed. Beginner · claude · date not stated - ### [Prompt engineering overview (Claude docs)](/e/anthropic-prompt-engineering-overview/index.md) by [Anthropic](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/overview) Official starting point for prompting Claude, with links to each technique. Beginner · claude · date not stated - ### [Prompt Engineering Guide](/e/dair-prompt-engineering-guide/index.md) by [DAIR.AI](https://www.promptingguide.ai/) Broad, frequently updated reference of named prompting techniques. Beginner · any · date not stated - ### [Prompt design strategies (Gemini API)](/e/google-gemini-prompt-design-strategies/index.md) by [Google](https://ai.google.dev/gemini-api/docs/prompting-strategies) Google's official prompting guide with clear before/after examples. Beginner · gemini · date not stated - ### [Learn Prompting](/e/learnprompting-learn-prompting/index.md) by [Learn Prompting](https://learnprompting.org/) Free structured course for people with no technical background. Beginner · any · date not stated - ### [Prompt engineering (OpenAI API docs)](/e/openai-prompt-engineering-guide/index.md) by [OpenAI](https://developers.openai.com/api/docs/guides/prompt-engineering) OpenAI's official baseline on message roles, instructions and examples. Beginner · gpt · date not stated - ### [Prompting best practices (Claude docs)](/e/anthropic-claude-prompting-best-practices/index.md) by [Anthropic](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices) Current-model guidance in one page: XML structure, examples, thinking, agentic use. (Old use-xml-tags, multishot and extended-thinking-tips URLs redirect here.) Intermediate · claude · date not stated - ### [Prompting Fundamentals and How to Apply them Effectively](/e/eugeneyan-prompting-fundamentals/index.md) by [Eugene Yan](https://eugeneyan.com/writing/prompting/) Practitioner write-up applying core techniques to real tasks. Intermediate · any · 2024-05-26 - ### [Structured outputs (Gemini API)](/e/google-gemini-structured-output/index.md) by [Google](https://ai.google.dev/gemini-api/docs/structured-output) Gemini's equivalent: constrain responses to a JSON schema. Intermediate · gemini · date not stated - ### [Prompt engineering how-to (Llama docs)](/e/meta-llama-prompting-guide/index.md) by [Meta](https://dev.meta.ai/llama/docs/how-to-guides/prompting) Official guide for prompting open-weight Llama models. Intermediate · llama · date not stated - ### [GPT-5 prompting guide](/e/openai-gpt-5-prompting-guide/index.md) by [OpenAI](https://developers.openai.com/cookbook/examples/gpt-5/gpt-5_prompting_guide) Model-specific advice on agentic eagerness, tool preambles and instruction conflicts. Intermediate · gpt-5 · date not stated - ### [Reasoning best practices](/e/openai-reasoning-best-practices/index.md) by [OpenAI](https://developers.openai.com/api/docs/guides/reasoning-best-practices) When to pick a reasoning model and how prompting them differs from chat models. Intermediate · openai-reasoning-models · date not stated - ### [Structured model outputs](/e/openai-structured-outputs/index.md) by [OpenAI](https://developers.openai.com/api/docs/guides/structured-outputs) How to get schema-valid JSON instead of hoping the model formats it right. Intermediate · gpt · date not stated - ### [Prompt Engineering](/e/lilianweng-prompt-engineering/index.md) by [Lilian Weng](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) Dense, research-backed survey of prompting methods with citations. Advanced · any · 2023-03-15 - ### [The Prompt Report: A Systematic Survey of Prompt Engineering Techniques](/e/schulhoff-the-prompt-report/index.md) by [Sander Schulhoff et al.](https://arxiv.org/abs/2406.06608) A broad research taxonomy for comparing prompting techniques and finding their sources. Advanced · any · 2024-06-06 - ### [Self-Consistency Improves Chain of Thought Reasoning in Language Models](/e/wang-self-consistency/index.md) by [Xuezhi Wang et al.](https://arxiv.org/abs/2203.11171) Sample several reasoning paths and take the majority answer. Advanced · any · 2022-03-21 - ### [Chain-of-Thought Prompting Elicits Reasoning in Large Language Models](/e/wei-chain-of-thought-prompting/index.md) by [Jason Wei et al.](https://arxiv.org/abs/2201.11903) Early research on using worked reasoning examples to improve performance on reasoning tasks. Advanced · any · 2022-01-28 - ### [Tree of Thoughts: Deliberate Problem Solving with Large Language Models](/e/yao-tree-of-thoughts/index.md) by [Shunyu Yao et al.](https://arxiv.org/abs/2305.10601) Search over branching reasoning steps; basis for many planning approaches. Expert · any · 2023-05-17